3D Kinect Total Body Database For Back Stretches
Kinect Joint Data for Action Recognition
@kaggle.dasmehdixtr_3d_kinect_total_body_database_for_back_stretches
Kinect Joint Data for Action Recognition
@kaggle.dasmehdixtr_3d_kinect_total_body_database_for_back_stretches
The data was collected by a Kinect V2 as a set of X, Y, Z coordinates at 60 fps during 6 different yoga inspired back stretches.
There are 541 files in the dataset, each containing position, velocity for 25 body joints. These joints include: Head, Neck, SpineShoulder, SpineMid, SpineBase, ShoulderRight, ShoulderLeft, HipRight, HipLeft, ElbowRight, WristRight, HandRight, HandTipRight, ThumbRight, ElbowLeft, WristLeft, HandLeft, HandTipLeft, ThumbLeft, KneeRight, AnkleRight, FootRight, KneeLeft, AnkleLeft, FootLeft.
The program used to record this data was adapted from Thomas Sanchez Langeling’s skeleton recording code. The file was set to record data for each body part as a separate file, repeated for each exercise. Each bodypart for a specific exercise is stored in a distinct folder. These folders are named with the following convention:
subjNumber_stretchName_trialNumber
The subjNumber ranged from 0 – 8. The stretchName was one of the following: Mermaid, Seated,
Sumo, Towel, Wall, Y. The trialNumber ranged from 0 – 9 and represented the repetition number.
These coordinates were chosen to have an origin centered at the subject’s upper chest.
The data was standardized to the following conditions:
Data was collected from the following population:
The following types of pre-processing occurred at the time of data collection.
Velocity Data: Calculated using a discrete derivative equation with a spacing of 5 frames chosen to reduce sensitivity of the velocity function
v[n]=(x[n]-x[n-5])/5
Occurs for all body parts and all axes individually
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CREATE TABLE position_ankleleft (
"n__0_5388495" DOUBLE -- -0.5388495,
"n__0_5020892" DOUBLE -- -0.5020892,
"n__0_16516948" DOUBLE -- -0.16516948,
"n_0" BIGINT -- 0
);
CREATE TABLE position_ankleright (
"n__0_25081995" DOUBLE -- -0.25081995,
"n__0_5139155" DOUBLE -- -0.5139155,
"n__0_292377" DOUBLE -- -0.292377,
"n_0" BIGINT -- 0
);
CREATE TABLE position_elbowleft (
"n__0_22817117" DOUBLE -- -0.22817117,
"n__0_2683645" DOUBLE -- -0.2683645,
"n__0_053135633" DOUBLE -- -0.053135633,
"n_0" BIGINT -- 0
);
CREATE TABLE position_elbowright (
"n_0_20939872" DOUBLE -- 0.20939872,
"n__0_25304377" DOUBLE -- -0.25304377,
"n__0_09232092" DOUBLE -- -0.09232092,
"n_0" BIGINT -- 0
);
CREATE TABLE position_footleft (
"n__0_4588684" DOUBLE -- -0.4588684,
"n__0_475196" DOUBLE -- -0.475196,
"n__0_24688244" DOUBLE -- -0.24688244,
"n_0" BIGINT -- 0
);
CREATE TABLE position_footright (
"n__0_3768803" DOUBLE -- -0.3768803,
"n__0_479361" DOUBLE -- -0.479361,
"n__0_3215797" DOUBLE -- -0.3215797,
"n_0" BIGINT -- 0
);
CREATE TABLE position_handleft (
"n__0_4442516" DOUBLE -- -0.4442516,
"n__0_4498034" DOUBLE -- -0.4498034,
"n__0_22155428" DOUBLE -- -0.22155428,
"n_0" BIGINT -- 0
);
CREATE TABLE position_handright (
"n_0_020652294" DOUBLE -- 0.020652294,
"n__0_4061126" DOUBLE -- -0.4061126,
"n__0_21687412" DOUBLE -- -0.21687412,
"n_0" BIGINT -- 0
);
CREATE TABLE position_handtipleft (
"n__0_49441344" DOUBLE -- -0.49441344,
"n__0_49723828" DOUBLE -- -0.49723828,
"n__0_23215032" DOUBLE -- -0.23215032,
"n_0" BIGINT -- 0
);
CREATE TABLE position_handtipright (
"n__0_03890173" DOUBLE -- -0.03890173,
"n__0_437886" DOUBLE -- -0.437886,
"n__0_26386452" DOUBLE -- -0.26386452,
"n_0" BIGINT -- 0
);
CREATE TABLE position_head (
"n__0_005629897" DOUBLE -- -0.005629897,
"n_0_22504613" DOUBLE -- 0.22504613,
"n__0_019346476" DOUBLE -- -0.019346476,
"n_0" BIGINT -- 0
);
CREATE TABLE position_hipleft (
"n__0_12110442" DOUBLE -- -0.12110442,
"n__0_4928246" DOUBLE -- -0.4928246,
"n_0_020350456" DOUBLE -- 0.020350456,
"n_0" BIGINT -- 0
);
CREATE TABLE position_hipright (
"n_0_044101894" DOUBLE -- 0.044101894,
"n__0_5031717" DOUBLE -- -0.5031717,
"n__0_022370338" DOUBLE -- -0.022370338,
"n_0" BIGINT -- 0
);
CREATE TABLE position_kneeleft (
"n__0_28799808" DOUBLE -- -0.28799808,
"n__0_40049124" DOUBLE -- -0.40049124,
"n__0_34308004" DOUBLE -- -0.34308004,
"n_0" BIGINT -- 0
);
CREATE TABLE position_kneeright (
"n__0_1336187" DOUBLE -- -0.1336187,
"n__0_39428866" DOUBLE -- -0.39428866,
"n__0_37605643" DOUBLE -- -0.37605643,
"n_0" BIGINT -- 0
);
CREATE TABLE position_neck (
"n_0_004683852" DOUBLE -- 0.004683852,
"n_0_07169208" DOUBLE -- 0.07169208,
"n__0_008232117" DOUBLE -- -0.008232117,
"n_0" BIGINT -- 0
);
CREATE TABLE position_shoulderleft (
"n__0_14603347" DOUBLE -- -0.14603347,
"n__0_04959047" DOUBLE -- -0.04959047,
"n_2_8204918e_4" DOUBLE -- 2.8204918E-4,
"n_0" BIGINT -- 0
);
CREATE TABLE position_shoulderright (
"n_0_161219" DOUBLE -- 0.161219,
"n__0_019133627" DOUBLE -- -0.019133627,
"n__0_065556765" DOUBLE -- -0.065556765,
"n_0" BIGINT -- 0
);
CREATE TABLE position_spinebase (
"n__0_035669535" DOUBLE -- -0.035669535,
"n__0_5077651" DOUBLE -- -0.5077651,
"n_0_029433966" DOUBLE -- 0.029433966,
"n_0" BIGINT -- 0
);
CREATE TABLE position_spinemid (
"n__0_014924645" DOUBLE -- -0.014924645,
"n__0_21657926" DOUBLE -- -0.21657926,
"n_0_015921831" DOUBLE -- 0.015921831,
"n_0" BIGINT -- 0
);
CREATE TABLE position_spineshoulder (
"n_0_0" DOUBLE -- 0.0,
"n_0_0_1" DOUBLE -- 0.0.1,
"n_0_0_2" DOUBLE -- 0.0.2,
"n_0" BIGINT -- 0
);
CREATE TABLE position_thumbleft (
"n__0_39627576" DOUBLE -- -0.39627576,
"n__0_4430884" DOUBLE -- -0.4430884,
"n__0_30580664" DOUBLE -- -0.30580664,
"n_0" BIGINT -- 0
);
CREATE TABLE position_thumbright (
"n_0_049010515" DOUBLE -- 0.049010515,
"n__0_43266213" DOUBLE -- -0.43266213,
"n__0_24988985" DOUBLE -- -0.24988985,
"n_0" BIGINT -- 0
);
CREATE TABLE position_wristleft (
"n__0_39207473" DOUBLE -- -0.39207473,
"n__0_39965582" DOUBLE -- -0.39965582,
"n__0_17375469" DOUBLE -- -0.17375469,
"n_0" BIGINT -- 0
);
CREATE TABLE position_wristright (
"n_0_07474133" DOUBLE -- 0.07474133,
"n__0_3849787" DOUBLE -- -0.3849787,
"n__0_18464065" DOUBLE -- -0.18464065,
"n_0" BIGINT -- 0
);
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